{"id":"W3019829061","doi":"10.2196/16672","title":"Country-Level Assessment of Missed Opportunities for Vaccination in South Africa: Protocol for Multilevel Analysis","year":2020,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; Cochrane South Africa; South African Medical Research Council; National Research Foundation","keywords":"Vaccination; Psychological intervention; Health care; Medicine; Public health; Focus group; Population; Environmental health; Data collection; Economic growth; Business; Nursing; Marketing; Immunology; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03454248,0.002541506,0.003554642,0.003375852,0.003057825,0.002769996,0.002666239,0.002668005,0.1178113],"category_scores_gemma":[0.05384525,0.002708809,0.005530972,0.004399244,0.001331132,0.002510783,0.00346513,0.005481988,0.01479132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004213795,"about_ca_system_score_gemma":0.02318604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01002347,"about_ca_topic_score_gemma":0.01681642,"domain_scores_codex":[0.9853733,0.007082042,0.003802221,0.001096948,0.001401277,0.001244259],"domain_scores_gemma":[0.9700342,0.007476316,0.003345134,0.00496466,0.01311777,0.00106199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.02629427,0.005989761,0.01499481,0.07879119,0.002130242,0.00159722,0.01478638,0.009554754,0.004585723,0.01957223,0.5036502,0.3180533],"study_design_scores_gemma":[0.04440507,0.006462822,0.06734279,0.03802019,0.001688095,0.0004552544,0.009429389,0.009170305,0.005002149,0.0281877,0.7890521,0.0007841156],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001961439,0.0001614526,0.008164589,0.0003040676,0.0002044811,0.9678268,0.01859852,0.0002637568,0.002514873],"genre_scores_gemma":[0.001109531,0.000068694,0.007442505,0.0000680424,0.000007224721,0.9895921,0.001230739,0.00001578236,0.0004654046],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1178113,"threshold_uncertainty_score":0.3941181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6751175455063886,"score_gpt":0.5996502595047434,"score_spread":0.0754672860016452,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}